Computes the input- and output bindings for use in a causal map. Several heuristics may be used to determine the activities that are activated or consumed by an event. The Flexible Heuristic Miner (FHM) paper describes a heuristic that looks ahead (or looks back) until the end of the trace and determines those activities as activated for which no other cause (activity in a causal dependency) is found. This approach is implemented as type nearest.

causal_bindings(eventlog, dependencies, type = c("nearest"))

Arguments

eventlog

The bupaR event log.

dependencies

A dependency matrix obtained, for example, through dependency_matrix.

type

The heuristic used to determine the bindings. Currently only nearest is available.

Value

A data frame

Examples

causal_bindings(L_heur_1, dependencies = dependency_matrix(L_heur_1))
#> next_act act aid case start_time end_time #> 1 a Start 135 Case1.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 2 e a 135 Case1.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 3 End e 136 Case1.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 4 <NA> End 136 Case1.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 5 a Start 130 Case1.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 6 e a 130 Case1.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 7 End e 131 Case1.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 8 <NA> End 131 Case1.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 9 a Start 105 Case1.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 10 e a 105 Case1.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 11 End e 106 Case1.2 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 12 <NA> End 106 Case1.2 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 13 a Start 96 Case1.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 14 e a 96 Case1.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 15 End e 97 Case1.3 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 16 <NA> End 97 Case1.3 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 17 a Start 115 Case1.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 18 e a 115 Case1.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 19 End e 116 Case1.4 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 20 <NA> End 116 Case1.4 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 21 a Start 1 Case2.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 22 b a 1 Case2.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 23 c b 2 Case2.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 24 e c 3 Case2.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 25 End e 4 Case2.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 26 <NA> End 4 Case2.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 27 a Start 42 Case2.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 28 b a 42 Case2.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 29 c b 43 Case2.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 30 e c 44 Case2.1 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 31 End e 45 Case2.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 32 <NA> End 45 Case2.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 33 a Start 46 Case2.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 34 b a 46 Case2.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 35 c b 47 Case2.2 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 36 e c 48 Case2.2 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 37 End e 49 Case2.2 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 38 <NA> End 49 Case2.2 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 39 a Start 34 Case2.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 40 b a 34 Case2.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 41 c b 35 Case2.3 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 42 e c 36 Case2.3 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 43 End e 37 Case2.3 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 44 <NA> End 37 Case2.3 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 45 a Start 38 Case2.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 46 b a 38 Case2.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 47 c b 39 Case2.4 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 48 e c 40 Case2.4 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 49 End e 41 Case2.4 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 50 <NA> End 41 Case2.4 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 51 a Start 26 Case2.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 52 b a 26 Case2.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 53 c b 27 Case2.5 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 54 e c 28 Case2.5 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 55 End e 29 Case2.5 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 56 <NA> End 29 Case2.5 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 57 a Start 30 Case2.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 58 b a 30 Case2.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 59 c b 31 Case2.6 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 60 e c 32 Case2.6 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 61 End e 33 Case2.6 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 62 <NA> End 33 Case2.6 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 63 a Start 18 Case2.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 64 b a 18 Case2.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 65 c b 19 Case2.7 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 66 e c 20 Case2.7 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 67 End e 21 Case2.7 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 68 <NA> End 21 Case2.7 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 69 a Start 22 Case2.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 70 b a 22 Case2.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 71 c b 23 Case2.8 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 72 e c 24 Case2.8 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 73 End e 25 Case2.8 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 74 <NA> End 25 Case2.8 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 75 a Start 50 Case2.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 76 b a 50 Case2.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 77 c b 51 Case2.9 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 78 e c 52 Case2.9 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 79 End e 53 Case2.9 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 80 <NA> End 53 Case2.9 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 81 a Start 84 Case3.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 82 c a 84 Case3.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 83 b c 85 Case3.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 84 e b 86 Case3.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 85 End e 87 Case3.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 86 <NA> End 87 Case3.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 87 a Start 80 Case3.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 88 c a 80 Case3.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 89 b c 81 Case3.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 90 e b 82 Case3.1 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 91 End e 83 Case3.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 92 <NA> End 83 Case3.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 93 a Start 92 Case3.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 94 c a 92 Case3.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 95 b c 93 Case3.2 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 96 e b 94 Case3.2 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 97 End e 95 Case3.2 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 98 <NA> End 95 Case3.2 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 99 a Start 88 Case3.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 100 c a 88 Case3.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 101 b c 89 Case3.3 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 102 e b 90 Case3.3 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 103 End e 91 Case3.3 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 104 <NA> End 91 Case3.3 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 105 a Start 107 Case3.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 106 c a 107 Case3.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 107 b c 108 Case3.4 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 108 e b 109 Case3.4 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 109 End e 110 Case3.4 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 110 <NA> End 110 Case3.4 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 111 a Start 98 Case3.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 112 c a 98 Case3.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 113 b c 99 Case3.5 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 114 e b 100 Case3.5 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 115 End e 101 Case3.5 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 116 <NA> End 101 Case3.5 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 117 a Start 117 Case3.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 118 c a 117 Case3.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 119 b c 118 Case3.6 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 120 e b 119 Case3.6 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 121 End e 120 Case3.6 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 122 <NA> End 120 Case3.6 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 123 a Start 111 Case3.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 124 c a 111 Case3.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 125 b c 112 Case3.7 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 126 e b 113 Case3.7 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 127 End e 114 Case3.7 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 128 <NA> End 114 Case3.7 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 129 a Start 69 Case3.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 130 c a 69 Case3.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 131 b c 70 Case3.8 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 132 e b 71 Case3.8 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 133 End e 72 Case3.8 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 134 <NA> End 72 Case3.8 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 135 a Start 73 Case3.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 136 c a 73 Case3.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 137 b c 74 Case3.9 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 138 e b 75 Case3.9 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 139 End e 76 Case3.9 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 140 <NA> End 76 Case3.9 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 141 a Start 102 Case4.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 142 b a 102 Case4.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 143 e b 103 Case4.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 144 End e 104 Case4.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 145 <NA> End 104 Case4.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 146 a Start 77 Case5.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 147 c a 77 Case5.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 148 e c 78 Case5.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 149 End e 79 Case5.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 150 <NA> End 79 Case5.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 151 a Start 137 Case6.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 152 d a 137 Case6.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 153 e d 138 Case6.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 154 End e 139 Case6.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 155 <NA> End 139 Case6.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 156 a Start 132 Case6.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 157 d a 132 Case6.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 158 e d 133 Case6.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 159 End e 134 Case6.1 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 160 <NA> End 134 Case6.1 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 161 a Start 127 Case6.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 162 d a 127 Case6.2 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 163 e d 128 Case6.2 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 164 End e 129 Case6.2 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 165 <NA> End 129 Case6.2 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 166 a Start 124 Case6.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 167 d a 124 Case6.3 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 168 e d 125 Case6.3 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 169 End e 126 Case6.3 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 170 <NA> End 126 Case6.3 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 171 a Start 121 Case6.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 172 d a 121 Case6.4 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 173 e d 122 Case6.4 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 174 End e 123 Case6.4 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 175 <NA> End 123 Case6.4 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 176 a Start 63 Case6.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 177 d a 63 Case6.5 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 178 e d 64 Case6.5 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 179 End e 65 Case6.5 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 180 <NA> End 65 Case6.5 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 181 a Start 66 Case6.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 182 d a 66 Case6.6 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 183 e d 67 Case6.6 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 184 End e 68 Case6.6 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 185 <NA> End 68 Case6.6 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 186 a Start 57 Case6.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 187 d a 57 Case6.7 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 188 e d 58 Case6.7 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 189 End e 59 Case6.7 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 190 <NA> End 59 Case6.7 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 191 a Start 60 Case6.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 192 d a 60 Case6.8 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 193 e d 61 Case6.8 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 194 End e 62 Case6.8 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 195 <NA> End 62 Case6.8 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 196 a Start 54 Case6.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 197 d a 54 Case6.9 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 198 e d 55 Case6.9 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 199 End e 56 Case6.9 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 200 <NA> End 56 Case6.9 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 201 a Start 10 Case7.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 202 d a 10 Case7.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 203 d d 11 Case7.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 204 e d 12 Case7.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 205 End e 13 Case7.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 206 <NA> End 13 Case7.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 207 a Start 14 Case7.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 208 d a 14 Case7.1 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 209 d d 15 Case7.1 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 210 e d 16 Case7.1 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 211 End e 17 Case7.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 212 <NA> End 17 Case7.1 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 213 a Start 5 Case8.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 214 d a 5 Case8.0 2010-11-04 19:57:15 2010-11-04 19:57:15 #> 215 d d 6 Case8.0 2010-11-04 19:58:15 2010-11-04 19:58:15 #> 216 d d 7 Case8.0 2010-11-04 19:59:15 2010-11-04 19:59:15 #> 217 e d 8 Case8.0 2010-11-04 20:00:15 2010-11-04 20:00:15 #> 218 End e 9 Case8.0 2010-11-04 20:01:15 2010-11-04 20:01:15 #> 219 <NA> End 9 Case8.0 2010-11-04 20:01:15 2010-11-04 20:01:15 #> min_order next_start_time next_end_time from_id to_id #> 1 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 2 135 2010-11-04 19:58:15 2010-11-04 19:58:15 1 5 #> 3 136 2010-11-04 19:58:15 2010-11-04 19:58:15 5 6 #> 4 Inf <NA> <NA> 6 NA #> 5 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 6 130 2010-11-04 19:58:15 2010-11-04 19:58:15 1 5 #> 7 131 2010-11-04 19:58:15 2010-11-04 19:58:15 5 6 #> 8 Inf <NA> <NA> 6 NA #> 9 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 10 105 2010-11-04 19:58:15 2010-11-04 19:58:15 1 5 #> 11 106 2010-11-04 19:58:15 2010-11-04 19:58:15 5 6 #> 12 Inf <NA> <NA> 6 NA #> 13 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 14 96 2010-11-04 19:58:15 2010-11-04 19:58:15 1 5 #> 15 97 2010-11-04 19:58:15 2010-11-04 19:58:15 5 6 #> 16 Inf <NA> <NA> 6 NA #> 17 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 18 115 2010-11-04 19:58:15 2010-11-04 19:58:15 1 5 #> 19 116 2010-11-04 19:58:15 2010-11-04 19:58:15 5 6 #> 20 Inf <NA> <NA> 6 NA #> 21 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 22 1 2010-11-04 19:58:15 2010-11-04 19:58:15 1 2 #> 23 2 2010-11-04 19:59:15 2010-11-04 19:59:15 2 3 #> 24 3 2010-11-04 20:00:15 2010-11-04 20:00:15 3 5 #> 25 4 2010-11-04 20:00:15 2010-11-04 20:00:15 5 6 #> 26 Inf <NA> <NA> 6 NA #> 27 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 28 42 2010-11-04 19:58:15 2010-11-04 19:58:15 1 2 #> 29 43 2010-11-04 19:59:15 2010-11-04 19:59:15 2 3 #> 30 44 2010-11-04 20:00:15 2010-11-04 20:00:15 3 5 #> 31 45 2010-11-04 20:00:15 2010-11-04 20:00:15 5 6 #> 32 Inf <NA> <NA> 6 NA #> 33 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 34 46 2010-11-04 19:58:15 2010-11-04 19:58:15 1 2 #> 35 47 2010-11-04 19:59:15 2010-11-04 19:59:15 2 3 #> 36 48 2010-11-04 20:00:15 2010-11-04 20:00:15 3 5 #> 37 49 2010-11-04 20:00:15 2010-11-04 20:00:15 5 6 #> 38 Inf <NA> <NA> 6 NA #> 39 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 40 34 2010-11-04 19:58:15 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19:58:15 2010-11-04 19:58:15 1 4 #> 183 67 2010-11-04 19:59:15 2010-11-04 19:59:15 4 5 #> 184 68 2010-11-04 19:59:15 2010-11-04 19:59:15 5 6 #> 185 Inf <NA> <NA> 6 NA #> 186 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 187 57 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 188 58 2010-11-04 19:59:15 2010-11-04 19:59:15 4 5 #> 189 59 2010-11-04 19:59:15 2010-11-04 19:59:15 5 6 #> 190 Inf <NA> <NA> 6 NA #> 191 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 192 60 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 193 61 2010-11-04 19:59:15 2010-11-04 19:59:15 4 5 #> 194 62 2010-11-04 19:59:15 2010-11-04 19:59:15 5 6 #> 195 Inf <NA> <NA> 6 NA #> 196 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 197 54 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 198 55 2010-11-04 19:59:15 2010-11-04 19:59:15 4 5 #> 199 56 2010-11-04 19:59:15 2010-11-04 19:59:15 5 6 #> 200 Inf <NA> <NA> 6 NA #> 201 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 202 10 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 203 11 2010-11-04 19:59:15 2010-11-04 19:59:15 4 4 #> 204 12 2010-11-04 20:00:15 2010-11-04 20:00:15 4 5 #> 205 13 2010-11-04 20:00:15 2010-11-04 20:00:15 5 6 #> 206 Inf <NA> <NA> 6 NA #> 207 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 208 14 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 209 15 2010-11-04 19:59:15 2010-11-04 19:59:15 4 4 #> 210 16 2010-11-04 20:00:15 2010-11-04 20:00:15 4 5 #> 211 17 2010-11-04 20:00:15 2010-11-04 20:00:15 5 6 #> 212 Inf <NA> <NA> 6 NA #> 213 -Inf 2010-11-04 19:57:15 2010-11-04 19:57:15 7 1 #> 214 5 2010-11-04 19:58:15 2010-11-04 19:58:15 1 4 #> 215 6 2010-11-04 19:59:15 2010-11-04 19:59:15 4 4 #> 216 7 2010-11-04 20:00:15 2010-11-04 20:00:15 4 4 #> 217 8 2010-11-04 20:01:15 2010-11-04 20:01:15 4 5 #> 218 9 2010-11-04 20:01:15 2010-11-04 20:01:15 5 6 #> 219 Inf <NA> <NA> 6 NA #> possible_output possible_input binding_output binding_input #> 1 a a #> 2 b, c, d Start Start #> 3 End b, c, d End #> 4 e e #> 5 a a #> 6 b, c, d Start Start #> 7 End b, c, d End #> 8 e e #> 9 a a #> 10 b, c, d Start Start #> 11 End b, c, d End #> 12 e e #> 13 a a #> 14 b, c, d Start Start #> 15 End b, c, d End #> 16 e e #> 17 a a #> 18 b, c, d Start Start #> 19 End b, c, d End #> 20 e e #> 21 a a #> 22 b, c, d Start b, c Start #> 23 e a e a #> 24 e a e a #> 25 End b, c, d End b, c #> 26 e e #> 27 a a #> 28 b, c, d Start b, c Start #> 29 e a e a #> 30 e a e a #> 31 End b, c, d End b, c #> 32 e e #> 33 a a #> 34 b, c, d Start b, c Start #> 35 e a e a #> 36 e a e a #> 37 End b, c, d End b, c #> 38 e e #> 39 a a #> 40 b, c, d Start b, c Start #> 41 e a e a #> 42 e a e a #> 43 End b, c, d End b, c #> 44 e e #> 45 a a #> 46 b, c, d Start b, c Start #> 47 e a e a #> 48 e a e a #> 49 End b, c, d End b, c #> 50 e e #> 51 a a #> 52 b, c, d Start b, c Start #> 53 e a e a #> 54 e a e a #> 55 End b, c, d End b, c #> 56 e e #> 57 a a #> 58 b, c, d Start b, c Start #> 59 e a e a #> 60 e a e a #> 61 End b, c, d End b, c #> 62 e e #> 63 a a #> 64 b, c, d Start b, c Start #> 65 e a e a #> 66 e a e a #> 67 End b, c, d End b, c #> 68 e e #> 69 a a #> 70 b, c, d Start b, c Start #> 71 e a e a #> 72 e a e a #> 73 End b, c, d End b, c #> 74 e e #> 75 a a #> 76 b, c, d Start b, c Start #> 77 e a e a #> 78 e a e a #> 79 End b, c, d End b, c #> 80 e e #> 81 a a #> 82 b, c, d Start b, c Start #> 83 e a e a #> 84 e a e a #> 85 End b, c, d End b, c #> 86 e e #> 87 a a #> 88 b, c, d Start b, c Start #> 89 e a e a #> 90 e a e a #> 91 End b, c, d End b, c #> 92 e e #> 93 a a #> 94 b, c, d Start b, c Start #> 95 e a e a #> 96 e a e a #> 97 End b, c, d End b, c #> 98 e e #> 99 a a #> 100 b, c, d Start b, c Start #> 101 e a e a #> 102 e a e a #> 103 End b, c, d End b, c #> 104 e e #> 105 a a #> 106 b, c, d Start b, c Start #> 107 e a e a #> 108 e a e a #> 109 End b, c, d End b, c #> 110 e e #> 111 a a #> 112 b, c, d Start b, c Start #> 113 e a e a #> 114 e a e a #> 115 End b, c, d End b, c #> 116 e e #> 117 a a #> 118 b, c, d Start b, c Start #> 119 e a e a #> 120 e a e a #> 121 End b, c, d End b, c #> 122 e e #> 123 a a #> 124 b, c, d Start b, c Start #> 125 e a e a #> 126 e a e a #> 127 End b, c, d End b, c #> 128 e e #> 129 a a #> 130 b, c, d Start b, c Start #> 131 e a e a #> 132 e a e a #> 133 End b, c, d End b, c #> 134 e e #> 135 a a #> 136 b, c, d Start b, c Start #> 137 e a e a #> 138 e a e a #> 139 End b, c, d End b, c #> 140 e e #> 141 a a #> 142 b, c, d Start b Start #> 143 e a e a #> 144 End b, c, d End b #> 145 e e #> 146 a a #> 147 b, c, d Start c Start #> 148 e a e a #> 149 End b, c, d End c #> 150 e e #> 151 a a #> 152 b, c, d Start d Start #> 153 e a e a #> 154 End b, c, d End d #> 155 e e #> 156 a a #> 157 b, c, d Start d Start #> 158 e a e a #> 159 End b, c, d End d #> 160 e e #> 161 a a #> 162 b, c, d Start d Start #> 163 e a e a #> 164 End b, c, d End d #> 165 e e #> 166 a a #> 167 b, c, d Start d Start #> 168 e a e a #> 169 End b, c, d End d #> 170 e e #> 171 a a #> 172 b, c, d Start d Start #> 173 e a e a #> 174 End b, c, d End d #> 175 e e #> 176 a a #> 177 b, c, d Start d Start #> 178 e a e a #> 179 End b, c, d End d #> 180 e e #> 181 a a #> 182 b, c, d Start d Start #> 183 e a e a #> 184 End b, c, d End d #> 185 e e #> 186 a a #> 187 b, c, d Start d Start #> 188 e a e a #> 189 End b, c, d End d #> 190 e e #> 191 a a #> 192 b, c, d Start d Start #> 193 e a e a #> 194 End b, c, d End d #> 195 e e #> 196 a a #> 197 b, c, d Start d Start #> 198 e a e a #> 199 End b, c, d End d #> 200 e e #> 201 a a #> 202 b, c, d Start d Start #> 203 e a e a #> 204 e a e a #> 205 End b, c, d End d #> 206 e e #> 207 a a #> 208 b, c, d Start d Start #> 209 e a e a #> 210 e a e a #> 211 End b, c, d End d #> 212 e e #> 213 a a #> 214 b, c, d Start d Start #> 215 e a e a #> 216 e a e a #> 217 e a e a #> 218 End b, c, d End d #> 219 e e